#Dify open source testing
862 related articles
Product Reviews·4 min
Claude Sonnet 4.5 Document Generation in Practice: One Prompt to Create Excel, Word, and PPT
Hands-on test of Claude Sonnet 4.5's code execution and file creation features, showing how one prompt generates Excel, Word, and PPT documents with four optimization strategies and three complete examples.
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Product Reviews·3 min
Claude 4.5 Haiku Real-World Testing Disaster: Coding Capabilities Collapse Across the Board, Crushed by Competitors on Value
Independent testing reveals Claude 4.5 Haiku fails dramatically in SVG generation, 3D rendering, and agentic coding. Compared to GPT-5 Mini and GLM 4.6, its value proposition collapses completely.
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Product Reviews·3 min
Claude Haiku 4.5 Review: Sonnet 4-Level Coding at 1% of the Cost
In-depth review of Claude Haiku 4.5: 73.3% on SWE-bench rivaling Sonnet 4, input at just $1/million tokens. Covers code generation, agentic coding, SVG tests, and Sonnet+Haiku collaboration strategies.
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Tutorials·3 min
AI Agent + Shiji: A Step-by-Step Guide to Building an Automated Daily To-Do System
Learn how to connect an AI Agent with the Shiji task management tool to auto-generate and push daily to-dos. Full walkthrough from API setup to deep conversation training.
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Tech Frontiers·2 min
Claude Haiku 4.5 Deep Dive: The Cost-Performance Champion with 2x Speed and 66% Lower Cost
Deep dive into Anthropic's Claude Haiku 4.5: a lightweight AI model with nearly 2x speed, 66% lower cost, and multi-agent support—ideal for developers seeking performance at scale.
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Tutorials·4 min
Claude Code Hands-On Tutorial: Installation, DeepSeek Integration & Programming Tips - Complete Guide
Complete guide to Claude Code installation, DeepSeek V4 Pro integration, IDE setup, with a real full-stack project demo, Skill system, MCP configuration, and 10 AI programming tips.
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Tutorials·3 min
Complete Guide to Claude Code: Installation, Configuration, and Practical Comparison with Cursor/TRAE
Deep dive into Claude Code's core advantages, installation setup, and fundamental differences from Cursor and TRAE. Covers model configuration for Chinese users, system requirements, and usage tips.
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Tutorials·4 min
Vibe Coding Practical Guide: SDD Methodology Explained with 4 Enterprise-Level AI Programming Projects
Deep dive into SDD specification-driven development methodology with 4 enterprise-level Vibe Coding projects including Chat BI and multimodal knowledge bases, covering Cursor, Claude Code, and Prompt Engineering.
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Tutorials·3 min
8 AI Testing Skill Building Guides: Turn AI Into Your Dedicated QA Assistant
A detailed guide to 8 essential AI Skills for testers, covering requirements-to-cases, API script generation, bug reports, log analysis, and more — helping QA teams harness AI with engineering discipline.
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Tutorials·4 min
DevBox in Practice: Building an MCP Server & Client from Scratch with One-Click Deployment
Step-by-step tutorial: Build an MCP Server and Gradio Client from scratch using DevBox cloud platform, covering tool definition, LLM function calling, SSE connections, and one-click deployment.
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Product Reviews·3 min
Claude Code Agent Views Hands-On: Parallel Development Experience & Pitfall Guide
Hands-on review of Claude Code Agent Views parallel development: cross-project parallel, Git Worktree multi-branch workflows, Space compact mode, plus key caveats on rate limits and Worktree merging.
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Tutorials·4 min
Claude Code Installation Guide: From Zero Setup to Multi-Agent Collaboration in Practice
Complete Claude Code installation guide covering environment setup, one-command install, troubleshooting, cost-saving alternatives, and multi-Agent collaboration tips for beginners.
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Deep Dives·3 min
Cursor Unlimited Refill Plugin: How It Works, Risks, and Better Alternatives
Deep dive into how Cursor's unlimited refill plugin works via multi-account rotation, its security and ban risks, plus compliant alternatives like Cursor Pro, API access, and multi-tool strategies.
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Tutorials·3 min
Higgsfield MCP + Claude in Practice: Conversational UGC Video Ad Creation End-to-End
Step-by-step guide to configuring Higgsfield MCP with Claude Desktop for generating UGC video ads using natural language. Covers setup, thumbnail editing, character generation, and batch production.
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Tutorials·3 min
AI Agent Learning Roadmap: A Complete Guide from LangChain to Enterprise Deployment
In-depth analysis of the popular GitHub project ai-agents-from-zero, covering LangChain, LangGraph, RAG, MCP and more, with a complete learning path from beginner to enterprise AI Agent development.
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Product Reviews·3 min
GPT-5.5 Free Access Hands-On: A Multi-Model Aggregation Platform Review
Hands-on review of a free platform offering GPT-5.5 Syncing, Grok 4.2, Claude Opus 4.7 and more, covering multi-model switching, context memory, AI art, and risk warnings.
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Product Reviews·3 min
DeepSeek V4 vs GLM-5.1 vs GPT 5.5 Real-World Coding Test: Which One Wins in Actual Project Development?
Real-world coding test of DeepSeek V4, GLM-5.1, and GPT 5.5 using a 7,000-user browser extension. GLM-5.1 achieves first-pass success with the most stable performance across project development and 3D generation.
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Product Reviews·2 min
Hands-On with GPT-Image-2: One Prompt Generates Stunning Images — Where Does This Leave Designers?
In-depth testing of OpenAI's GPT-Image-2: from Japanese fashion lookbooks to photorealistic portraits, one prompt generates professional-grade designs. Exploring its impact on designers and deepfake concerns.
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Product Reviews·3 min
Cursor In-Depth Review: Four Modes + Parallel Agents — Why It Remains the Best AI Coding Tool
In-depth comparison of Cursor vs Claude Code, Windsurf, Trae, and other AI coding tools across Agent modes, terminal tools, browser integration, parallel processing, and context management.
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Tutorials·3 min
Commercial AI Agent Development Guide: 7 Key Steps to Build from Scratch
A complete guide to building commercial AI Agents in 7 steps: requirements analysis, model selection, prompt engineering, Dify/Coze platform comparison, data storage, testing, and deployment.
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